Real ChatGPT answer · index seednL9q3ddRekccompleteMarketing and advertising · AI search and generative engine optimizationcomparison

How do generative search engines handle brand sentiment analysis, and can we influence how ChatGPT describes our family business to potential customers?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do generative search engines handle brand sentiment analysis, and can we influence how ChatGPT describes our family business to potential customers?
2 real searches · 1 real-search pass
OpenAI ChatGPT search how search answers cite sources official documentation websiteGoogle ↗
OBSERVEDOther / navigational
Google Search Central AI features website content guidance structured data reviews reputation officialGoogle ↗
OBSERVEDOther / navigational

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (2)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
OpenAI ChatGPT search how search answers cite sources official documentation website Google ↗
Google Search Central AI features website content guidance structured data reviews reputation official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
OpenAI ChatGPT search how search answers cite sources official documentation website
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Google Search Central AI features website content guidance structured data reviews reputation official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1